AI prototype to production

Your prototype proved the idea. Let's make it something you can run the business on.

Maybe you built it yourself with AI tools, or a contractor put it together quickly. It shows exactly what you need, and people are excited about it. Now it has to handle real data, real users, and real money, every day.

Sound familiar?

It works in the demo, but you wouldn't trust it with real customers or real money.

Great with sample data, shaky with the real thing

It looks right in a walkthrough. Then real records, odd exceptions, and several people using it at once start turning up problems nobody planned for.

Nobody's quite sure how it works

Much of the code was generated quickly, and no one has reviewed all of it. Every change fixes one thing and risks breaking another.

Sign-in and security are an afterthought

Who can see what, how people log in, and how customer information is protected were left for later. Later is now.

Your prototype already did the hard part

A working prototype captures what the business actually needs: the screens, the steps, the rules that matter. That's often the hardest thing to get right, and you've already done it.

We start by understanding why it was built and what it does well. Sometimes we build on the existing code. Sometimes we rebuild parts of it, using the prototype as the clearest specification anyone could ask for. Either way, we keep what works and tell you plainly what needs to change and why.

What production needs

The parts a demo can skip, and a business can't.

These are the things that separate software people try from software people rely on. We'll look at each one with you and focus on what matters for your situation.

  • ✓Security and sign-in. Real logins, sensible permissions, and customer information handled with care.
  • ✓Data you can trust. Information that's checked as it's entered, stays consistent, and holds up when several people work at once.
  • ✓Code other developers can maintain. A clear, consistent structure, so the next change doesn't depend on whoever (or whatever) wrote the first version.
  • ✓A fit with your other systems. Connections to the accounting, scheduling, or other software the business already uses, where it makes sense.
  • ✓A plan for after launch. Your team runs it day to day, and we're available to stay on for maintenance and updates.
What's already built

The foundations are in place, so the time goes to your product.

Much of what a prototype is missing is the same for every serious application. We don't rebuild it from scratch each time.

Security and single sign-on

Where it fits your product, our platform supplies established security and one login across applications, built and maintained once.

Organizations and subscriptions

If you'll sell it or roll it out to several teams, the platform already handles customer organizations, who sees what, and subscriptions.

Consistent, maintainable code

Code Mason, our development tool, automates repeatable work and enforces consistent architecture, so the finished product is something any developer can pick up.

AI is a tool. Judgment decides how it's used.

We use AI in our own work, inside an established architecture and with an experienced developer and architect reviewing what it produces. That's the difference between a quick prototype and software a business can depend on.

If your product uses AI itself, such as summarizing documents or drafting routine replies, we keep those features where they help, with clear limits and people in control of the decisions that matter.

How a project runs

From working demo to working software.

STEP 01

Walk through the prototype together

You show us what it does and who it's for. We look at the code and how it handles data, and learn the business behind it.

STEP 02

Agree on what to keep and what to change

We lay out what can stay, what needs rework, and what should be rebuilt, with the tradeoffs in plain language. You decide the pace.

STEP 03

Build it to run, then launch

We build on established foundations, bring over any real data, and launch with your team. We're available to stay on as it grows.

See the ways to work with us →

Is this a fit?

Is your prototype a good candidate?

It doesn't need to be finished or tidy. If any of these sound familiar, it's worth a conversation. If they describe someone you know, we'd appreciate the introduction.

  • ✓You have a prototype or proof of concept that shows what you need.
  • ✓You want your team or your customers to rely on it every day.
  • ✓You're not sure what it would take to make it secure and dependable.
  • ✓You want software other developers can maintain, not a one-off that only works for its creator.
Start with a conversation

Show us what you've built.

A 20-minute call, no deck and no pressure. Bring the prototype as it is; it doesn't need to be finished or tidy. We'll tell you honestly what it would take to run the business on it.